{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Binary, barrier and Asian options\n",
    "\n",
    "In this notebook we want to study the problem of pricing some exotic derivatives by solving their associated PDE.\n",
    "\n",
    "I will use the same framework, based on the implicit discretization, presented in the Black-Scholes PDE notebook **2.1**.\n",
    "The results are then compared with the values obtained from other numerical methods.\n",
    "\n",
    "## Contents\n",
    "   - [Digital/Binary options](#sec1)\n",
    "      - [Numerical solution](#sec1.1)\n",
    "   - [Barrier options](#sec2)\n",
    "      - [Up and Out CALL -- Down and In CALL](#sec2.1)\n",
    "   - [Asian options](#sec3)\n",
    "      - [Numerical solution: Monte Carlo](#sec3.1)\n",
    "      - [Fixed strike](#sec3.2)\n",
    "      - [Floating strike](#sec3.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from functions.BS_pricer import BS_pricer\n",
    "import numpy as np\n",
    "import scipy as scp\n",
    "import scipy.stats as ss\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits import mplot3d\n",
    "from matplotlib import cm\n",
    "import matplotlib.gridspec as gridspec\n",
    "%matplotlib inline\n",
    "\n",
    "from scipy import sparse\n",
    "from scipy.sparse.linalg import splu\n",
    "from scipy.sparse.linalg import spsolve"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Option variables\n",
    "S0=100.0              # spot stock price\n",
    "K=100.0               # strike\n",
    "T=1.0                 # maturity \n",
    "r=0.1                 # risk free rate \n",
    "sig=0.2               # diffusion coefficient or volatility\n",
    "X0 = np.log(S0)       # logprice\n",
    "B = 120               # Barrier 1\n",
    "BB = 90               # Barrier 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='sec1'></a>\n",
    "## Binary/digital options\n",
    "\n",
    "For more info have a look at the [wiki page](https://en.wikipedia.org/wiki/Binary_option)\n",
    "\n",
    "Let us consider the case of a **cash or nothing CALL** binary option:\n",
    "\n",
    "\\begin{equation}\n",
    "V(t,s) = e^{- r (T-t)} \\mathbb{E}^{\\mathbb{Q}} \\bigl[ \\mathbb{1}_{\\{S_T > K\\}} \\, \\big| \\, S_t=s \\bigr].\n",
    "\\end{equation}\n",
    "\n",
    "where, as usual, $\\mathbb{Q}$ is the risk neutral measure."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='sec1.1'></a>\n",
    "## Numerical solution"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Closed formula"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The price of the ATM digital call option by closed formula is:  0.5930501164033175\n"
     ]
    }
   ],
   "source": [
    "d2 = (np.log(S0/K) + (r - sig**2 / 2) * T) / (sig * np.sqrt(T))\n",
    "N2 = ss.norm.cdf(d2)\n",
    "closed_digital = np.exp(-r*T) * N2\n",
    "print(\"The price of the ATM digital call option by closed formula is: \", closed_digital)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Monte Carlo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/nicola/anaconda2/envs/FMNM/lib/python3.7/site-packages/ipykernel_launcher.py:6: DeprecationWarning: scipy.mean is deprecated and will be removed in SciPy 2.0.0, use numpy.mean instead\n",
      "  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The price of the ATM digital call option by Monte Carlo is:  0.593071342432063\n",
      "with standard error:  9.615080192805355e-05\n"
     ]
    }
   ],
   "source": [
    "np.random.seed(seed=42)\n",
    "N_simulation = 20000000\n",
    "W = (r - sig**2/2)*T  + ss.norm.rvs(loc=0, scale=sig, size=N_simulation)\n",
    "S_T = S0 * np.exp(W)\n",
    "\n",
    "MC_digital = np.exp(-r*T) * np.mean( S_T > K )\n",
    "digital_std_err = np.exp(-r*T) * ss.sem( S_T > K )\n",
    "print(\"The price of the ATM digital call option by Monte Carlo is: \", MC_digital)\n",
    "print(\"with standard error: \", digital_std_err)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### PDE method:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The price of the ATM digital call option by PDE is:  0.5930462329429457\n"
     ]
    }
   ],
   "source": [
    "Nspace = 6000   # M space steps\n",
    "Ntime = 6000    # N time steps   \n",
    "S_max = 3*float(K)                \n",
    "S_min = float(K)/3\n",
    "x_max = np.log(S_max)  # A2\n",
    "x_min = np.log(S_min)  # A1\n",
    "\n",
    "x, dx = np.linspace(x_min, x_max, Nspace, retstep=True)    # space discretization\n",
    "T_array, dt = np.linspace(0, T, Ntime, retstep=True)       # time discretization\n",
    "Payoff = np.where(np.exp(x)>K, 1, 0)          # Binary payoff\n",
    "\n",
    "V = np.zeros((Nspace,Ntime))       # grid initialization\n",
    "offset = np.zeros(Nspace-2)        # vector to be used for the boundary terms   \n",
    "\n",
    "V[:,-1] = Payoff                   # terminal conditions \n",
    "V[-1,:] = 1                        # boundary condition\n",
    "V[0,:] = 0                         # boundary condition\n",
    "\n",
    "# construction of the tri-diagonal matrix D\n",
    "sig2 = sig*sig; dxx = dx * dx\n",
    "a = ( (dt/2) * ( (r-0.5*sig2)/dx - sig2/dxx ) )\n",
    "b = ( 1 + dt * ( sig2/dxx + r ) )\n",
    "c = (-(dt/2) * ( (r-0.5*sig2)/dx + sig2/dxx ) )\n",
    "D = sparse.diags([a, b, c], [-1, 0, 1], shape=(Nspace-2, Nspace-2)).tocsc()\n",
    "DD = splu(D)\n",
    "\n",
    "# Backward iteration\n",
    "for i in range(Ntime-2,-1,-1):\n",
    "    offset[0] = a * V[0,i]\n",
    "    offset[-1] = c * V[-1,i]; \n",
    "    V[1:-1,i] = DD.solve(V[1:-1,i+1] - offset)     \n",
    "\n",
    "# finds the option at S0\n",
    "oPrice = np.interp(X0, x, V[:,0])\n",
    "print(\"The price of the ATM digital call option by PDE is: \", oPrice)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "S = np.exp(x)\n",
    "fig = plt.figure(figsize=(18,6))\n",
    "ax1 = fig.add_subplot(121); ax2 = fig.add_subplot(122, projection='3d')\n",
    "ax1.plot(S, Payoff, color='blue',label=\"Payoff\")\n",
    "ax1.plot(S, V[:,0], color='red',label=\"Binary curve\")\n",
    "ax1.set_xlim(60,200); ax1.set_ylim(0,1.1)\n",
    "ax1.set_xlabel(\"S\"); ax1.set_ylabel(\"V\"); ax1.legend(loc='upper left')\n",
    "ax1.set_title(\"Curve at t=0\")\n",
    "\n",
    "X, Y = np.meshgrid(T_array, S)\n",
    "ax2.plot_surface(Y, X, V)\n",
    "ax2.set_title(\"Digital option surface\"); ax2.set_xlabel(\"S\"); ax2.set_ylabel(\"t\"); ax2.set_zlabel(\"V\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='sec2'></a>\n",
    "## Barrier options\n",
    "\n",
    "For more info have a look at the [wiki page](https://en.wikipedia.org/wiki/Barrier_option)\n",
    "\n",
    "Let us consider the case of an **Up and Out CALL** European option:\n",
    "\n",
    "\\begin{equation}\n",
    "V(t,s) = e^{- r (T-t)} \\mathbb{E}^{\\mathbb{Q}} \\bigl[ (S_T - K)^+ \\mathbb{1}_{\\{M_T < B\\}} \\, \\big| \\, S_t=s \\bigr].\n",
    "\\end{equation}\n",
    "\n",
    "where I introduced the running max:\n",
    "\n",
    "$$ M_T = \\max_{0\\leq t \\leq T} S_t. $$\n",
    "\n",
    "The parameter $B$ is the barrier.     \n",
    "We have to assume that $B > K$, otherwise the payoff would be always zero. \n",
    "\n",
    "We can also consider the **Down and In CALL** European option:\n",
    "\n",
    "\\begin{equation}\n",
    "V(t,s) = e^{- r (T-t)} \\mathbb{E}^{\\mathbb{Q}} \\bigl[ (S_T - K)^+ \\mathbb{1}_{\\{\\tilde M_T \\leq B\\}} \\, \\big| \\, S_t=s \\bigr].\n",
    "\\end{equation}\n",
    "\n",
    "where I introduced the running min:\n",
    "\n",
    "$$ \\tilde M_T = \\min_{0\\leq t \\leq T} S_t. $$\n",
    "\n",
    "In this case the option expires worthless if the barrier is not triggered. If instead the barrier is hit, the option becomes a vanilla option.\n",
    "\n",
    "The numerical methods for the **Down and Out CALL** and **Up and In CALL** are straightforward modifications of the following numerical methods."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='sec2.1'></a>\n",
    "## Up and Out CALL -- Down and In CALL"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Closed formula:\n",
    "\n",
    "I took the following formula from Chapter 7.3.3 of the reference book [3] and from [4]. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "d1 = lambda t,s: 1/(sig*np.sqrt(t)) * ( np.log(s) + (r+sig**2/2)*t ) \n",
    "d2 = lambda t,s: 1/(sig*np.sqrt(t)) * ( np.log(s) + (r-sig**2/2)*t ) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "closed_barrier_u = S0 * ( ss.norm.cdf( d1(T, S0/K) ) - ss.norm.cdf( d1(T, S0/B) ) ) \\\n",
    "      - np.exp(-r*T) * K * ( ss.norm.cdf( d2(T, S0/K) ) - ss.norm.cdf( d2(T, S0/B) ) ) \\\n",
    "      - B * (S0/B)**(-2*r/sig**2) * ( ss.norm.cdf( d1(T, B**2/(S0*K) ) ) - ss.norm.cdf( d1(T, B/S0) ) ) \\\n",
    "      + np.exp(-r*T) * K * (S0/B)**(-2*r/sig**2 + 1) * \\\n",
    "      ( ss.norm.cdf( d2(T, B**2/(S0*K) ) ) - ss.norm.cdf( d2(T, B/S0) ) )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The price of the Up and Out call option by closed formula is:  1.1789018151004562\n"
     ]
    }
   ],
   "source": [
    "print(\"The price of the Up and Out call option by closed formula is: \", closed_barrier_u)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "closed_barrier_d = S0 * (BB/S0)**(1+2*r/sig**2) * (ss.norm.cdf( d1(T, BB**2/(S0*K) )  ) ) \\\n",
    "                    - np.exp(-r*T) * K * (BB/S0)**(-1+2*r/sig**2) * (ss.norm.cdf( d2(T, BB**2/(S0*K) )) )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The price of the Down and In call option by closed formula is:  2.0364883889158847\n"
     ]
    }
   ],
   "source": [
    "print(\"The price of the Down and In call option by closed formula is: \", closed_barrier_d)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Monte Carlo:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The price of the Up and Out call option by Monte Carlo is:  1.2023400529852908\n",
      "with standard error:  0.014051090829401498\n",
      "\n",
      "The price of the Down and In call option by Monte Carlo is:  1.9724210653215508\n",
      "with standard error:  0.027655632337733348\n",
      "\n",
      "CPU times: user 29 s, sys: 4.89 s, total: 33.9 s\n",
      "Wall time: 34.3 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "np.random.seed(seed=42)\n",
    "N = 10000\n",
    "paths = 50000\n",
    "dt = T/(N-1)          # time interval\n",
    "\n",
    "#path generation\n",
    "X_0 = np.zeros((paths,1))\n",
    "increments = ss.norm.rvs(loc=(r-sig**2/2)*dt, scale=np.sqrt(dt)*sig, size=(paths,N-1))\n",
    "X = np.concatenate((X_0,increments), axis=1).cumsum(1)\n",
    "S = S0 * np.exp(X)\n",
    "\n",
    "M = np.amax(S, axis=1)       # maximum of each path\n",
    "MM = np.amin(S, axis=1)      # minimum of each path\n",
    "\n",
    "# Up and Out   --  Discounted expected payoff\n",
    "MC_barrier_u = np.exp(-r * T) * (np.maximum( S[:,-1] - K, 0 ) @ (M<B) )/ paths\n",
    "barrier_std_err_u = np.exp(-r * T) * ss.sem( (np.maximum( S[:,-1] - K, 0 ) * (M<B) ) )\n",
    "\n",
    "print(\"The price of the Up and Out call option by Monte Carlo is: \", MC_barrier_u)\n",
    "print(\"with standard error: \", barrier_std_err_u); print()\n",
    "\n",
    "# Down and In\n",
    "MC_barrier_d = np.exp(-r * T) * (np.maximum( S[:,-1] - K, 0 ) @ (MM<=BB) )/ paths\n",
    "barrier_std_err_d = np.exp(-r * T) * ss.sem( (np.maximum( S[:,-1] - K, 0 ) * (MM<=BB) ) )\n",
    "\n",
    "print(\"The price of the Down and In call option by Monte Carlo is: \", MC_barrier_d)\n",
    "print(\"with standard error: \", barrier_std_err_d); print()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It is well known that Monte Carlo methods are slow.\n",
    "\n",
    "When working with path dependent options, such as Barrier options, it is necessary to generate the entire paths. This is SUPER slow!! \n",
    "\n",
    "With C and Cython it is possible to improve the performance.\n",
    "\n",
    "There are several methods to improve the algorithm:\n",
    "- using antithetic variables [wiki](https://en.wikipedia.org/wiki/Antithetic_variates) to reduce the total variance.\n",
    "- using the Brownian bridge in order to reduce the error introduced by the time step discretization. Between two time points there is a non-zero probability that the process hits the barrier and returns back. We are missing this event, and this creates a positive bias in the final price (indeed our price is a bit higher in the Up-Out and lower in the Down-In).\n",
    "\n",
    "Well we are happy with our prices, which are very close to the correct (closed formula) prices."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### PDE method - Up and Out:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The price of the Up and Out option by PDE is:  1.1790256853164922\n"
     ]
    }
   ],
   "source": [
    "# PDE\n",
    "Nspace = 14000   # M space steps\n",
    "Ntime = 10000    # N time steps   \n",
    "S_max = B        # The max of S corresponds to the Barrier           \n",
    "S_min = float(K)/3\n",
    "x_max = np.log(S_max)  # A2\n",
    "x_min = np.log(S_min)  # A1\n",
    "\n",
    "x, dx = np.linspace(x_min, x_max, Nspace, retstep=True)    # space discretization\n",
    "T_array, dt = np.linspace(0, T, Ntime, retstep=True)       # time discretization\n",
    "Payoff = np.maximum(np.exp(x)-K,0)          # Call payoff\n",
    "\n",
    "V = np.zeros((Nspace,Ntime))       # grid initialization\n",
    "offset = np.zeros(Nspace-2)        # vector to be used for the boundary terms   \n",
    "\n",
    "V[:,-1] = Payoff                   # terminal conditions \n",
    "V[-1,:] = 0                        # boundary condition\n",
    "V[0,:] = 0                         # boundary condition\n",
    "\n",
    "# construction of the tri-diagonal matrix D\n",
    "sig2 = sig*sig; dxx = dx * dx\n",
    "a = ( (dt/2) * ( (r-0.5*sig2)/dx - sig2/dxx ) )\n",
    "b = ( 1 + dt * ( sig2/dxx + r ) )\n",
    "c = (-(dt/2) * ( (r-0.5*sig2)/dx + sig2/dxx ) )\n",
    "D = sparse.diags([a, b, c], [-1, 0, 1], shape=(Nspace-2, Nspace-2)).tocsc()\n",
    "DD = splu(D)\n",
    "\n",
    "# Backward iteration\n",
    "for i in range(Ntime-2,-1,-1):\n",
    "    offset[0] = a * V[0,i]\n",
    "    offset[-1] = c * V[-1,i]; \n",
    "    V[1:-1,i] = DD.solve(V[1:-1,i+1] - offset)     \n",
    "\n",
    "# finds the option at S0\n",
    "oPrice = np.interp(X0, x, V[:,0])\n",
    "print(\"The price of the Up and Out option by PDE is: \", oPrice)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "S = np.exp(x)\n",
    "fig = plt.figure(figsize=(18,6))\n",
    "ax1 = fig.add_subplot(121); ax2 = fig.add_subplot(122, projection='3d')\n",
    "\n",
    "ax1.plot(S, Payoff, color='blue',label=\"Payoff\")\n",
    "ax1.plot(S, V[:,0], color='red',label=\"Barrier curve\")\n",
    "ax1.set_xlim(40,130); ax1.set_ylim(0,1.5)\n",
    "ax1.set_xlabel(\"S\"); ax1.set_ylabel(\"V\"); ax1.legend(loc='upper right')\n",
    "ax1.set_title(\"Curve at t=0\")\n",
    "\n",
    "X, Y = np.meshgrid(T_array, S)\n",
    "ax2.plot_surface(Y, X, V)\n",
    "ax2.set_title(\"Barrier option Up and Out surface\"); ax2.set_xlabel(\"S\"); ax2.set_ylabel(\"t\"); ax2.set_zlabel(\"V\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### PDE method - Down and In:\n",
    "\n",
    "This is a second order contract. We have to first solve for the vanilla call and then for the barrier problem.    When solving the barrier problem we have to impose the terminal condition $V(T,s) = 0$ and the lower lateral condition $V(t, B) = \\text{vanilla price}$ and $V(t, s_{max}) = 0$.\n",
    "\n",
    "This is more an exercise, because the computation can be reduced using the property **In + Out = Vanilla**.     \n",
    "But let us do this exercise."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The price of the vanilla option by PDE is:  13.269458991700688\n"
     ]
    }
   ],
   "source": [
    "# PDE for vanilla\n",
    "Nspace = 5000     # M space steps\n",
    "Ntime = 5000      # N time steps   \n",
    "S_max = K*3       # The max of S corresponds to the Barrier           \n",
    "S_min = K/3\n",
    "x_max = np.log(S_max)  # A2\n",
    "x_min = np.log(S_min)  # A1\n",
    "B_log = np.log(BB)\n",
    "\n",
    "x_b, dx = np.linspace(B_log, x_max, Nspace, retstep=True)    # space discretization starting from the barrier\n",
    "x = np.concatenate( (np.arange(B_log, x_min, -dx)[::-1][:-1], x_b) )   # total x vector\n",
    "N_tot = len(x)\n",
    "\n",
    "T_array, dt = np.linspace(0, T, Ntime, retstep=True)       # time discretization\n",
    "Payoff = np.maximum(np.exp(x)-K,0)          # Call payoff\n",
    "\n",
    "V = np.zeros((N_tot,Ntime))       # grid initialization\n",
    "offset = np.zeros(N_tot-2)        # vector to be used for the boundary terms   \n",
    "\n",
    "V[:,-1] = Payoff                   # terminal conditions \n",
    "V[-1,:] = np.exp(x_max) - K * np.exp(-r* T_array[::-1] )      # boundary condition\n",
    "V[0,:] = 0                         # boundary condition\n",
    "\n",
    "# construction of the tri-diagonal matrix D\n",
    "sig2 = sig*sig; dxx = dx * dx\n",
    "a = ( (dt/2) * ( (r-0.5*sig2)/dx - sig2/dxx ) )\n",
    "b = ( 1 + dt * ( sig2/dxx + r ) )\n",
    "c = (-(dt/2) * ( (r-0.5*sig2)/dx + sig2/dxx ) )\n",
    "D = sparse.diags([a, b, c], [-1, 0, 1], shape=(N_tot-2, N_tot-2)).tocsc()\n",
    "DD = splu(D)\n",
    "\n",
    "# Backward iteration\n",
    "for i in range(Ntime-2,-1,-1):\n",
    "    offset[0] = a * V[0,i]\n",
    "    offset[-1] = c * V[-1,i]; \n",
    "    V[1:-1,i] = DD.solve(V[1:-1,i+1] - offset)    \n",
    "\n",
    "# finds the option at S0\n",
    "oPrice = np.interp(X0, x, V[:,0])\n",
    "print(\"The price of the vanilla option by PDE is: \", oPrice)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The price of the Down and In option by PDE is:  2.036590741892792\n"
     ]
    }
   ],
   "source": [
    "# PDE for barrier\n",
    "VB = V[-Nspace:, :]\n",
    "offset = np.zeros(Nspace-2)        # vector to be used for the boundary terms   \n",
    "\n",
    "VB[:,-1] = 0                   # terminal condition\n",
    "V[-1,:] = 0                    # lateral condition\n",
    "\n",
    "# construction of the tri-diagonal matrix D\n",
    "sig2 = sig*sig; dxx = dx * dx\n",
    "a = ( (dt/2) * ( (r-0.5*sig2)/dx - sig2/dxx ) )\n",
    "b = ( 1 + dt * ( sig2/dxx + r ) )\n",
    "c = (-(dt/2) * ( (r-0.5*sig2)/dx + sig2/dxx ) )\n",
    "D = sparse.diags([a, b, c], [-1, 0, 1], shape=(Nspace-2, Nspace-2)).tocsc()\n",
    "DD = splu(D)\n",
    "\n",
    "# Backward iteration\n",
    "for i in range(Ntime-2,-1,-1):\n",
    "    offset[0] = a * VB[0,i]\n",
    "    offset[-1] = c * VB[-1,i]; \n",
    "    VB[1:-1,i] = DD.solve(VB[1:-1,i+1] - offset)     \n",
    "\n",
    "# finds the option at S0\n",
    "oPrice = np.interp(X0, x_b, VB[:,0])\n",
    "print(\"The price of the Down and In option by PDE is: \", oPrice)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "S = np.exp(x)\n",
    "S_b = np.exp(x_b)\n",
    "fig = plt.figure(figsize=(18,6))\n",
    "ax1 = fig.add_subplot(121); ax2 = fig.add_subplot(122, projection='3d')\n",
    "\n",
    "ax1.plot(S, Payoff, color='blue',label=\"Payoff\")\n",
    "ax1.plot(S, V[:,0], color='darkred',label=\"Barrier option curve\")\n",
    "ax1.set_xlim(50,150); ax1.set_ylim(0,10)\n",
    "ax1.set_xlabel(\"S\"); ax1.set_ylabel(\"V\"); ax1.legend(loc='upper right')\n",
    "ax1.set_title(\"Curve at t=0\")\n",
    "\n",
    "X, Y = np.meshgrid(T_array, S[1500:6000])\n",
    "ax2.plot_surface(Y, X, V[1500:6000,:])\n",
    "ax2.set_title(\"Barrier option Down and In surface\"); ax2.set_xlabel(\"S\"); \n",
    "ax2.set_ylabel(\"t\"); ax2.set_zlabel(\"V\"); plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='sec3'></a>\n",
    "## Asian options\n",
    "\n",
    "For more info have a look at the [wiki page](https://en.wikipedia.org/wiki/Asian_option)\n",
    "\n",
    "Let us consider the two cases: \n",
    "- **Fixed Strike Arithmetic Average CALL** European option:\n",
    "\n",
    "\\begin{equation}\n",
    "V(t,s) = e^{- r (T-t)} \\mathbb{E}^{\\mathbb{Q}} \\biggl[ \\biggl( A_T - K \\biggr)^+ \\, \\bigg| \\, S_t=s \\biggr].\n",
    "\\end{equation}\n",
    "\n",
    "- **Floating Strike Arithmetic Average CALL** European option:\n",
    "\n",
    "\\begin{equation}\n",
    "V(t,s) = e^{- r (T-t)} \\mathbb{E}^{\\mathbb{Q}} \\biggl[ \\biggl( S_T  - A_T \\biggr)^+ \\, \\bigg| \\, S_t=s \\biggr].\n",
    "\\end{equation}\n",
    "\n",
    "where the term \n",
    "\n",
    "$$ A_t = \\frac{1}{t} \\int_0^t S_u du $$ \n",
    "\n",
    "represents the continuous time **arithmetic average** of the price process.\n",
    "\n",
    "The PDE of the Asian option is obtain by an augmentation of the state i.e. the new state variable $A_t$ is introduced. This state variables has a dynamics described by the SDE:\n",
    "\n",
    "$$ dA_t = \\frac{S_t - A_t}{t} dt. $$\n",
    "\n",
    "The Asian PDE is:\n",
    "\n",
    "$$ \\frac{\\partial  V(t,a,s)}{\\partial t}  \n",
    "          + r\\,s \\frac{\\partial V(t,a,s)}{\\partial s} + \\frac{s - a}{t} \\frac{\\partial V(t,a,s)}{\\partial a}\n",
    "          + \\frac{1}{2} \\sigma^2 s^2 \\frac{\\partial^2  V(t,a,s)}{\\partial s^2} - r  V(t,a,s)  = 0. $$\n",
    "\n",
    "with \"unknown\" lateral boundary conditions. It is not clear how $V(t,a,s)$ behaves when $a, s \\to \\pm \\infty$.  \n",
    "A derivation of a similar Asian PDE can be found in Theorem 7.5.1 of [3]. \n",
    "\n",
    "In order to simplify the problem, it is better to consider the two-dimensional PDE obtained by a *change of numeraire* or a *change of variable* for the case of **fixed strike** (see Theorem 7.5.3 of [3]) and  **floating strike** (see Section 6.1.2 of [1]) respectively. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='sec3.1'></a>\n",
    "## Numerical solution\n",
    "\n",
    "The price of the Asian option is not known in closed form. We will compute it by using Monte Carlo and PDE methods."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Monte Carlo:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The price of the fixed strike average call option by Monte Carlo is:  7.026203431709784\n",
      "with standard error:  0.03800140560040339\n",
      "\n",
      "The price of the float strike average call option by Monte Carlo is:  7.285168879759573\n",
      "with standard error:  0.04138857308481101\n",
      "\n",
      "CPU times: user 29.1 s, sys: 4.88 s, total: 34 s\n",
      "Wall time: 34.5 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "np.random.seed(seed=41)\n",
    "N = 10000\n",
    "paths = 50000\n",
    "dt = T/(N-1)          # time interval\n",
    "\n",
    "#path generation\n",
    "X_0 = np.zeros((paths,1))\n",
    "increments = ss.norm.rvs(loc=(r-sig**2/2)*dt, scale=np.sqrt(dt)*sig, size=(paths,N-1))\n",
    "X = np.concatenate((X_0,increments), axis=1).cumsum(1)\n",
    "S = S0 * np.exp(X)\n",
    "\n",
    "A = np.mean(S, axis=1)       # Average of each path\n",
    "#A = S[:,-1]                 # Uncomment to retrieve the Black-Scholes price\n",
    "\n",
    "# FIXED STRIKE\n",
    "MC_asian_fixed = np.exp(-r * T) * np.mean( np.maximum( A - K, 0 ) )\n",
    "asian_fixed_std_err = np.exp(-r * T) * ss.sem( np.maximum( A - K, 0 ) )\n",
    "print(\"The price of the fixed strike average call option by Monte Carlo is: \", MC_asian_fixed)\n",
    "print(\"with standard error: \", asian_fixed_std_err); print()\n",
    "\n",
    "# FLOAT STRIKE\n",
    "MC_asian_float = np.exp(-r * T) * np.mean( np.maximum( S[:,-1] - A, 0 ) )\n",
    "asian_float_std_err = np.exp(-r * T) * ss.sem( np.maximum( S[:,-1] - A, 0 ) )\n",
    "print(\"The price of the float strike average call option by Monte Carlo is: \", MC_asian_float)\n",
    "print(\"with standard error: \", asian_float_std_err); print()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='sec3.2'></a>\n",
    "## Fixed strike. PDE method:\n",
    "\n",
    "Let us consider the PDE:\n",
    "\n",
    "$$ \\frac{\\partial  g(t,y)}{\\partial t}  \n",
    "          + \\frac{1}{2} \\sigma^2 \\bigl(\\gamma(t) - y\\bigr)^2 \\frac{\\partial^2  g(t,y)}{\\partial y^2}  = 0. $$\n",
    "\n",
    "with boundary conditions:\n",
    "\n",
    "$$ g(T,y) = y^+ $$\n",
    "\n",
    "$$ g(t, -\\infty) = 0 \\quad \\text{and} \\quad g(t,y) \\underset{y\\to \\infty}{\\sim} y $$\n",
    "\n",
    "where the function $\\gamma(t) := \\frac{1}{rT} (1 - e^{-r(T-t)})$.\n",
    "This is derived in Section 7.5.3 of [3].\n",
    "\n",
    "The solution of this PDE is related with the option price by the relation:\n",
    "\n",
    "$$ V(t,a,s) := s \\, g \\bigg(t,\\frac{x}{s} \\bigg) $$\n",
    "\n",
    "with $x := \\frac{1}{rT} \\bigl( 1-e^{-rT} \\bigr) s - e^{-rT} K $.\n",
    "\n",
    "We can discretize the computational domain and call $g(t_n, y_i) := g^n_i$, and then discretize the PDE using the usual implicit method (for a review, see the notebook **2.1**). We obtain:\n",
    "\n",
    "$$ g^{n+1}_{i} = a^{n}_{i}\\, g^{n}_{i-1} + b^{n}_{i}\\, g^{n}_{i} + a^{n}_{i}\\, g^{n}_{i+1} $$\n",
    "\n",
    "with\n",
    "\n",
    "$$\n",
    " a^{n}_{i} =  - \\frac{1}{2}\\sigma^2 \\frac{\\Delta t}{\\Delta y^2}  \\biggl(\\gamma(t_n) - y_i \\biggr)^2  \\quad\n",
    " \\text{ and } \\quad b^{n}_{i} = 1 + \\sigma^2 \\frac{\\Delta t}{\\Delta y^2} \\biggl(\\gamma(t_n) - y_i \\biggr)^2 $$\n",
    " \n",
    "The coefficients depend on time and space. We have to construct a new matrix $\\mathcal{D}$ at each time step."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "def gamma(t):\n",
    "    return 1/(r*T) * ( 1 - np.exp(-r*(T-t)) )\n",
    "\n",
    "def get_X0(S0):\n",
    "    \"\"\" function that computes the variable x defined above \"\"\"\n",
    "    return gamma(0)*S0 - np.exp(-r*T) * K"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The price of the Fixed Strike Asian option by PDE is:  7.0508906916853284\n"
     ]
    }
   ],
   "source": [
    "# PDE algorithm\n",
    "Nspace = 6000   # M space steps\n",
    "Ntime = 6000    # N time steps   \n",
    "y_max = 60      # A2\n",
    "y_min = -60     # A1\n",
    "\n",
    "y, dy = np.linspace(y_min, y_max, Nspace, retstep=True)    # space discretization\n",
    "T_array, dt = np.linspace(0, T, Ntime, retstep=True)       # time discretization\n",
    "Payoff = np.maximum(y,0)                                   # payoff \n",
    "\n",
    "G = np.zeros((Nspace,Ntime))       # grid initialization\n",
    "offset = np.zeros(Nspace-2)        # vector to be used for the boundary terms   \n",
    "\n",
    "G[:,-1] = Payoff                   # terminal conditions \n",
    "G[-1,:] = y_max                    # boundary condition\n",
    "G[0,:] = 0                         # boundary condition\n",
    "\n",
    "for n in range(Ntime-2,-1,-1):\n",
    "    \n",
    "    # construction of the tri-diagonal matrix D\n",
    "    sig2 = sig*sig; dyy = dy * dy\n",
    "    a = -0.5 * (dt/dyy) * sig2 * (gamma(T_array[n]) - y[1:-1])**2 \n",
    "    b = 1 + (dt/dyy) * sig2 * (gamma(T_array[n]) - y[1:-1])**2      # main diagonal\n",
    "    a0 = a[0]; cM = a[-1]                                           # boundary terms\n",
    "    aa = a[1:]; cc = a[:-1]                                         # upper and lower diagonals \n",
    "    D = sparse.diags([aa, b, cc], [-1, 0, 1], shape=(Nspace-2, Nspace-2)).tocsc()\n",
    "    \n",
    "    # backward computation\n",
    "    offset[0] = a0 * G[0,n]\n",
    "    offset[-1] = cM * G[-1,n]; \n",
    "    G[1:-1,n] = spsolve( D, (G[1:-1,n+1] - offset) )\n",
    "\n",
    "X0 = get_X0(S0)\n",
    "oPrice = S0 * np.interp(X0/S0, y, G[:,0])\n",
    "print(\"The price of the Fixed Strike Asian option by PDE is: \", oPrice)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Plot:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "S = np.linspace(70,130, 100)\n",
    "asian_PDE = S * np.interp( get_X0(S)/S, y, G[:,0])  \n",
    "\n",
    "fig = plt.figure(figsize=(10,5))\n",
    "plt.plot(S, np.maximum(S-K,0), color='blue',label=\"Payoff\")\n",
    "plt.plot(S, asian_PDE, color='red',label=\"BS curve\")\n",
    "plt.xlabel(\"S\"); plt.ylabel(\"Price\"); plt.text(98, 8, \"ATM\")\n",
    "plt.plot([S0, S0], [0, oPrice], 'k--'); plt.plot([70, S0], [oPrice, oPrice], 'k--')\n",
    "plt.legend(loc='upper left'); plt.title(\"Fixed Strike Asian CALL price at t=0\"); plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='sec3.3'></a>\n",
    "## Floating strike. PDE method:\n",
    "\n",
    "In this case we can simply make a change of variable in the three-dimensional Asian PDE introduced above:\n",
    "\n",
    "$$ V(t,a,s) := a\\, W(t,x) \\quad \\text{with} \\quad x=\\frac{s}{a}$$\n",
    "\n",
    "Let us recall how the partial derivatives change: \n",
    "\n",
    "$$ \\frac{\\partial}{\\partial s} = \\frac{\\partial x}{\\partial s} \\frac{\\partial}{\\partial x} = \\frac{1}{a} \\frac{\\partial}{\\partial x}, \\quad \\frac{\\partial^2}{\\partial s^2} = \\frac{1}{a^2} \\frac{\\partial^2}{\\partial x^2}, \\quad \\frac{\\partial}{\\partial a} = \\frac{\\partial x}{\\partial a} \\frac{\\partial}{\\partial x} = \\frac{-s}{a^2} \\frac{\\partial}{\\partial x}$$\n",
    "\n",
    "The new PDE in two dimensions is:\n",
    "\n",
    "$$ \\frac{\\partial  W(t,x)}{\\partial t}  \n",
    "          + r\\,x \\frac{\\partial W(t,x)}{\\partial x} + \\frac{x - 1}{t} \\biggl( W(t,x) - x \\frac{\\partial W(t,x)}{\\partial x} \\biggr)\n",
    "          + \\frac{1}{2} \\sigma^2 x^2 \\frac{\\partial^2  W(t,x)}{\\partial x^2} - r  W(t,x)  = 0. $$\n",
    "          \n",
    "with terminal conditions:\n",
    "\n",
    "$$ W(T,x) = (x-1)^+ $$\n",
    "\n",
    "and lateral conditions:\n",
    "\n",
    "$$ W(t,0) = 0 \\quad \\text{ and } \\quad W(t,x) \\underset{x\\to \\infty}{\\sim} (x-1)^+ $$\n",
    "\n",
    "We can use the usual implicit discretization in time. \n",
    "However, it turns out that the central finite-difference approximation in space creates stability problems.\n",
    "Instead, the [Upwind scheme](https://en.wikipedia.org/wiki/Upwind_scheme) makes a good job here.    \n",
    "The discretized PDE is the following:\n",
    "\n",
    "$$ \\begin{aligned}\n",
    "& \\frac{W^{n+1}_{i} -W^{n}_{i}}{\\Delta t}  \n",
    "          + \\max \\biggl( r\\,x_i - x_i \\frac{x_i-1}{t_n},\\, 0 \\biggr) \\frac{W^{n}_{i+1} -W^{n}_{i}}{ \\Delta x} \n",
    "          + \\min \\biggl( r\\,x_i - x_i \\frac{x_i-1}{t_n},\\, 0 \\biggr) \\frac{W^{n}_{i} -W^{n}_{i-1}}{ \\Delta x} \\\\ \n",
    "&          + \\frac{1}{2} \\sigma^2 x_i^2  \\frac{W^{n}_{i+1} + W^{n}_{i-1} - 2 W^{n}_{i}}{\\Delta x^2} \n",
    "          + \\biggl( \\frac{x_i - 1}{t_n} - r \\biggr)  W^{n}_i  = 0. \n",
    "\\end{aligned} $$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The price of the Floating Strike Asian option by PDE is:  7.300526237510499\n"
     ]
    }
   ],
   "source": [
    "Nspace = 4000   # M space steps\n",
    "Ntime = 7000    # N time steps   \n",
    "x_max = 10      # A2\n",
    "x_min = 0       # A1\n",
    "x, dx = np.linspace(x_min, x_max, Nspace, retstep=True)    # space discretization\n",
    "T_array, dt = np.linspace(0.0001, T, Ntime, retstep=True)  # time discretization\n",
    "Payoff = np.maximum(x-1,0)                                 # Call payoff\n",
    "\n",
    "V = np.zeros((Nspace,Ntime))       # grid initialization\n",
    "offset = np.zeros(Nspace-2)        # vector to be used for the boundary terms   \n",
    "V[:,-1] = Payoff                   # terminal conditions \n",
    "V[-1,:] = x_max-1                  # boundary condition\n",
    "V[0,:] = 0                         # boundary condition\n",
    "\n",
    "for n in range(Ntime-2,-1,-1):\n",
    "    \n",
    "    # construction of the tri-diagonal matrix D\n",
    "    sig2 = sig*sig; dxx = dx * dx\n",
    "    max_part = np.maximum( x[1:-1] * (r - (x[1:-1] - 1)/T_array[n] ), 0 )        # upwind positive part\n",
    "    min_part = np.minimum( x[1:-1] * (r - (x[1:-1] - 1)/T_array[n] ), 0 )        # upwind negative part\n",
    "    \n",
    "    a = min_part * (dt/dx)  - 0.5 * (dt/dxx) * sig2 * (x[1:-1])**2 \n",
    "    b = 1 + dt*( r - (x[1:-1] - 1)/T_array[n] ) + (dt/dxx) * sig2 * (x[1:-1])**2 \\\n",
    "               + dt/dx * (max_part - min_part)                                      # main diagonal\n",
    "    c = -max_part * (dt/dx) - 0.5 * (dt/dxx) * sig2 * (x[1:-1])**2 \n",
    "    \n",
    "    a0 = a[0]; cM = c[-1]     # boundary terms\n",
    "    aa = a[1:]; cc = c[:-1]   # upper and lower diagonals \n",
    "    D = sparse.diags([aa, b, cc], [-1, 0, 1], shape=(Nspace-2, Nspace-2)).tocsc()     # matrix D\n",
    "    \n",
    "    # backward computation\n",
    "    offset[0] = a0 * V[0,n]\n",
    "    offset[-1] = cM * V[-1,n]; \n",
    "    V[1:-1,n] = spsolve( D, (V[1:-1,n+1] - offset) )   \n",
    "\n",
    "# finds the option at S0, assuming it is ATM i.e. x=s/a=1\n",
    "oPrice = S0 * np.interp(1, x, V[:,0])\n",
    "print(\"The price of the Floating Strike Asian option by PDE is: \", oPrice)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Plot:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "S = np.linspace(10,200, 100)\n",
    "A = np.linspace(80,120, 100)\n",
    "VV = np.zeros((100,100))\n",
    "for i in range(len(S)):\n",
    "    for j in range(len(A)):\n",
    "        VV[i,j] = A[j] * np.interp( S[i]/A[j] , x, V[:,0])       "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(18,5))\n",
    "gs = gridspec.GridSpec(1, 2, width_ratios=[3,2])\n",
    "ax1 = fig.add_subplot(gs[0], projection='3d'); ax2 = fig.add_subplot(gs[1])\n",
    "\n",
    "X, Y = np.meshgrid(A, S)\n",
    "ax1.plot_surface(Y, X, VV)\n",
    "ax1.set_title(\"Floating strike Asian option surface at time zero\"); ax1.set_xlabel(\"Spot price\"); \n",
    "ax1.set_ylabel(\"Spot average\"); ax1.set_zlabel(\"Price\"); ax1.view_init(30, -100)\n",
    "\n",
    "ax2.plot(x, Payoff, color='blue',label=\"Payoff\")\n",
    "ax2.plot(x, V[:,0], color='red',label=\"W curve\")\n",
    "ax2.set_xlim(0,2); ax2.set_ylim(0,1); ax2.set_title(\"Auxiliary function W at time zero\")\n",
    "ax2.legend(loc=\"upper left\"); plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### References\n",
    "\n",
    "[1]  Daniel Sevcovic, Beata Stehlikova, Karol Mikula (2011). \"Analytical and numerical methods for pricing financial derivatives\". Nova Science Pub Inc; UK. \n",
    "\n",
    "[2] Wilmott Paul (1994), \"Option pricing - Mathematical models and computation\". Oxford Financial Press.\n",
    "\n",
    "[3] Steven Shreve (2005), \"Stochastic calculus for finance\". Springer Finance.\n",
    "\n",
    "[4] Paul Wilmott (2006), *Paul Wilmott on quantitative finance*"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
